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README.dataset.txt

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+# Bike Helmet Detection > 2026-05-28 8:54am
+https://universe.roboflow.com/vehicle-tracking-wxxxy/bike-helmet-detection-2vdjo-dki1r
+
+Provided by a Roboflow user
+License: Public Domain
+
+## Background Information
+This dataset was curated and annotated by [Syed Salman Reza](https://github.com/syed-reza98). A custom dataset composed of two classes (With Helmet, Without Helmet). Main objetive is to identify if a Biker wearing Helmet or not.
+
+The original custom dataset *(v1)* is composed of 1,371 images of people with and without bike helmets.
+
+The dataset is available under the Public License.
+
+![Example of an Annotated Image from the Dataset](https://i.imgur.com/XWrAEnS.jpeg)
+
+## Getting Started
+You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.
+
+## Dataset Versions
+### Version 1 (v1) - 1,371 images
+* Preprocessing: Auto-Orient and Resize (Stretch to 416x416)
+* Augmentations: *Augmentations applied prior to import* - Bounding Box Blur (up to 10px)
+* Training Metrics: Trained from the COCO Checkpoint in Public Models ("[transfer learning](https://blog.roboflow.com/a-primer-on-transfer-learning/)") on Roboflow
+	* mAP = 74.4%, precision = 54.0%, recall = 77.0%
+
+### Version 2 (v2) - 3,735 images
+* Preprocessing: Auto-Orient and Resize (Stretch to 416x416)
+* Augmentations: *Augmentations applied prior to import* - Bounding Box Blur.
+	* *New augmentations*:
+Outputs per training example: 3
+Rotation: Between -30° and +30°
+Shear: ±15° Horizontal, ±15° Vertical
+Blur: Up to 1.5px
+Mosaic: Applied
+* Training Metrics: Trained from the COCO Checkpoint in Public Models ("[transfer learning](https://blog.roboflow.com/a-primer-on-transfer-learning/)") on Roboflow
+	* mAP = 91.5%, precision = 65.1%, recall = 92.8%
+
+Syed Salman Reza - [Github](https://github.com/syed-reza98)

README.md

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+---
+license: cc-by-4.0
+task_categories:
+- object-detection
+tags:
+- computer-vision
+- helmet-detection
+- safety-equipment
+- bike-helmet
+- coco
+---
+
+# Bike Helmet Detection Dataset
+
+A computer vision dataset for bike helmet detection annotated in COCO format.
+
+- **Total Images**: 1376
+- **Splits**:
+  - `train/`: 1185 images and `_annotations.coco.json`
+  - `valid/`: 127 images and `_annotations.coco.json`
+  - `test/`: 64 images and `_annotations.coco.json`
+- **Format**: COCO (images and json annotations in each split)
+- **License**: CC BY 4.0 (Roboflow export)

README.roboflow.txt

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+
+Bike Helmet Detection - v1 2026-05-28 8:54am
+==============================
+
+This dataset was exported via roboflow.com on May 28, 2026 at 3:29 AM GMT
+
+Roboflow is an end-to-end computer vision platform that helps you
+* collaborate with your team on computer vision projects
+* collect & organize images
+* understand and search unstructured image data
+* annotate, and create datasets
+* export, train, and deploy computer vision models
+* use active learning to improve your dataset over time
+
+For state of the art Computer Vision training notebooks you can use with this dataset,
+visit https://github.com/roboflow/notebooks
+
+To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com
+
+The dataset includes 1376 images.
+Rider-helmet-bike are annotated in COCO format.
+
+The following pre-processing was applied to each image:
+
+No image augmentation techniques were applied.
+
+